Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "149" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 78 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 76 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459894 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.064561 | 0.912667 | -1.031466 | 1.548333 | -0.980048 | -0.205148 | 0.138298 | -2.019135 | 0.6842 | 0.6937 | 0.3876 | nan | nan |
| 2459893 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.316865 | 1.090268 | -1.232787 | 1.426421 | -1.022890 | -0.031841 | -0.781349 | -2.725850 | 0.6825 | 0.6958 | 0.3921 | nan | nan |
| 2459892 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459891 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.296332 | 0.843159 | -1.081965 | 2.046900 | -0.987958 | 0.703362 | -0.651708 | -1.942371 | 0.6677 | 0.6876 | 0.4049 | nan | nan |
| 2459890 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.156027 | 0.907046 | -1.588323 | 2.752795 | -1.237761 | -0.172943 | -0.389576 | -1.871560 | 0.6740 | 0.6890 | 0.4001 | nan | nan |
| 2459889 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.384000 | 0.942434 | -1.127073 | 1.944335 | -1.234406 | -0.041995 | -1.284249 | -2.774174 | 0.6823 | 0.6928 | 0.3945 | nan | nan |
| 2459888 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.252886 | 0.792199 | -1.387498 | 2.523447 | -0.654345 | 0.600456 | -1.173722 | -0.515825 | 0.6961 | 0.7072 | 0.3903 | nan | nan |
| 2459887 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.103823 | 0.755793 | -2.418324 | 1.788016 | 0.216424 | 0.003681 | -0.863123 | -1.741921 | 0.6816 | 0.6925 | 0.3987 | nan | nan |
| 2459886 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -2.409526 | 0.736594 | -0.341983 | 2.040585 | 4.783657 | 1.828216 | -0.616287 | 0.712795 | 0.7556 | 0.7458 | 0.3411 | nan | nan |
| 2459885 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -1.478788 | 2.520451 | 13.089679 | 35.114287 | -1.016275 | 7.070816 | 3.494075 | 6.436342 | 0.7319 | 0.7282 | 0.3547 | nan | nan |
| 2459884 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459883 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 286.911736 | 287.575396 | inf | inf | 4833.936494 | 4902.455769 | 14817.837842 | 15588.714319 | nan | nan | nan | nan | nan |
| 2459882 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -1.613602 | 3.351013 | 13.156858 | 35.544675 | -0.666603 | 5.227305 | -0.144615 | -1.677501 | 0.6912 | 0.7000 | 0.3836 | nan | nan |
| 2459881 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -1.224910 | 2.548274 | 14.978163 | 40.574441 | -1.332518 | 9.192554 | -0.998587 | 0.752367 | 0.7287 | 0.7436 | 0.3307 | nan | nan |
| 2459880 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -1.535227 | 2.454154 | 11.692952 | 33.000752 | -0.578053 | 3.403326 | -0.695427 | -2.323177 | 0.6841 | 0.6957 | 0.3972 | nan | nan |
| 2459879 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 230.600661 | 230.668766 | inf | inf | 4677.092621 | 4675.670527 | 13521.347425 | 13513.785359 | nan | nan | nan | nan | nan |
| 2459878 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -0.853211 | 2.884156 | 14.687116 | 40.420895 | -0.536559 | 5.634004 | 1.075224 | -3.555217 | 0.6771 | 0.6949 | 0.4000 | nan | nan |
| 2459876 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459875 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -1.467867 | 2.137408 | 13.369770 | 38.205017 | -0.720023 | 7.725756 | -0.854409 | 2.378715 | 0.7131 | 0.7168 | 0.4036 | nan | nan |
| 2459874 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -1.424392 | 3.320151 | 6.677224 | 19.426531 | -0.407897 | 10.023338 | -0.410847 | -2.842674 | 0.6952 | 0.6860 | 0.3968 | nan | nan |
| 2459873 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -0.814207 | 1.881792 | 8.707590 | 25.970416 | -0.937232 | 3.496831 | -0.586471 | -1.725405 | 0.7005 | 0.6906 | 0.3964 | nan | nan |
| 2459872 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -1.075135 | 1.920307 | 12.241984 | 34.530982 | -0.717964 | 10.517593 | -0.668730 | -2.190238 | 0.7048 | 0.6918 | 0.3983 | nan | nan |
| 2459871 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459870 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 471.168304 | 471.114598 | inf | inf | 8213.948085 | 8299.947470 | 12342.161062 | 12960.001810 | nan | nan | nan | nan | nan |
| 2459869 | RF_maintenance | 100.00% | 19.60% | 0.00% | 0.00% | - | - | -0.602005 | 5.162098 | -0.455172 | 28.290392 | 99.937511 | 11.075726 | 2.822341 | 0.593574 | 0.6081 | 0.7168 | 0.4029 | nan | nan |
| 2459868 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459867 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459866 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 300.809746 | 300.384036 | inf | inf | 6866.187058 | 6321.928563 | 5775.960710 | 5843.024545 | nan | nan | nan | nan | nan |
| 2459865 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -0.912428 | 2.619270 | 4.197247 | 42.275619 | 0.443935 | 8.270922 | 0.210536 | 7.072187 | 0.7385 | 0.7138 | 0.3743 | nan | nan |
| 2459864 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 5.662802 | 27.372770 | 2.214933 | 27.393948 | -0.224105 | 13.435752 | 3.420316 | 6.143522 | 0.6860 | 0.0319 | 0.5291 | nan | nan |
| 2459863 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459862 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459861 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459860 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | - | - | 2.353764 | 13.706034 | 1.401062 | 26.282395 | 0.020262 | 21.754018 | 0.281653 | 2.171336 | 0.7050 | 0.0320 | 0.5414 | nan | nan |
| 2459859 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 204.172464 | 203.532012 | inf | inf | 3542.039125 | 3544.808249 | 6703.199117 | 6717.952184 | nan | nan | nan | nan | nan |
| 2459858 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.511553 | 12.445101 | 0.884864 | 10.000358 | -0.188241 | 3.001465 | 0.873788 | 2.532462 | 0.7249 | 0.0333 | 0.5583 | 4.439486 | 1.220769 |
| 2459857 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.173360 | 5.911707 | 0.205804 | 1.591482 | 0.044022 | 1.890882 | 1.791668 | 7.819616 | 0.0256 | 0.0238 | 0.0008 | nan | nan |
| 2459856 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.748027 | 18.744486 | 1.393919 | 24.606922 | 1.451706 | 12.265063 | 0.173585 | 3.691267 | 0.7157 | 0.0349 | 0.5483 | 4.202576 | 1.204687 |
| 2459855 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 75.703221 | 77.451846 | inf | inf | 4362.906607 | 4361.769564 | 4164.883072 | 4164.445811 | 0.0092 | 0.0054 | 0.0078 | 0.000000 | 0.000000 |
| 2459854 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.623949 | 16.793431 | 0.599755 | 19.430929 | -0.327764 | 4.306763 | 2.444312 | 4.655079 | 0.7164 | 0.0350 | 0.5413 | 4.221095 | 1.218147 |
| 2459853 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 272.408871 | 272.786077 | inf | inf | 4393.034677 | 4275.498535 | 10570.190198 | 9865.150937 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459852 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.183151 | 16.259003 | 0.729953 | 28.204823 | -0.921859 | 19.884265 | 0.311694 | 16.437369 | 0.8273 | 0.0329 | 0.5899 | 6.204523 | 1.180778 |
| 2459851 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459850 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.913290 | 19.308401 | 0.008705 | 25.074991 | -0.271731 | 19.868941 | 1.427899 | 17.057270 | 0.7436 | 0.0382 | 0.5389 | 4.382319 | 1.246417 |
| 2459849 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.982533 | 17.875835 | 0.488432 | 49.566001 | -0.132116 | 12.954750 | 1.170371 | 6.522118 | 0.7387 | 0.0369 | 0.5381 | 5.249936 | 1.236538 |
| 2459848 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.837462 | 15.982097 | 4.219805 | 32.342452 | 0.086509 | 21.819631 | 0.500126 | 4.229758 | 0.7284 | 0.0381 | 0.5238 | 4.168240 | 1.224123 |
| 2459847 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459846 | RF_maintenance | 100.00% | 25.64% | 100.00% | 0.00% | 100.00% | 0.00% | 6.674858 | 28.564584 | 0.917835 | 39.798567 | 59.482302 | 60.427010 | -0.219920 | 4.626099 | 0.8101 | 0.0303 | 0.6305 | 4.530593 | 1.328764 |
| 2459845 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.215028 | 20.370865 | 6.318411 | 41.766232 | 0.276986 | 16.663546 | 1.201566 | 1.993686 | 0.7513 | 0.0435 | 0.5546 | 0.000000 | 0.000000 |
| 2459844 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 6.014736 | 14.216732 | 3.036200 | 8.309683 | 2.794969 | 2.789157 | 0.659363 | 9.850346 | 0.0260 | 0.0236 | 0.0011 | nan | nan |
| 2459843 | RF_maintenance | 100.00% | 0.66% | 100.00% | 0.00% | 100.00% | 0.00% | 4.208333 | 19.528209 | 13.971097 | 20.432847 | 9.355148 | 71.033119 | -0.906205 | 1.354324 | 0.7489 | 0.0405 | 0.5714 | 6.396029 | 1.362557 |
| 2459842 | RF_maintenance | 100.00% | 0.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.294671 | 13.468295 | -1.891158 | 9.963634 | -1.485854 | -0.654056 | -0.987745 | 0.799605 | 0.7626 | 0.0355 | 0.5612 | 5.834201 | 1.213230 |
| 2459841 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 57.653948 | 15.232816 | 23.964223 | 5.041713 | 642.941269 | 3.173349 | 42.851942 | 4.854781 | 0.0278 | 0.0239 | 0.0022 | nan | nan |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 1.548333 | 0.912667 | -1.064561 | 1.548333 | -1.031466 | -0.205148 | -0.980048 | -2.019135 | 0.138298 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 1.426421 | -1.316865 | 1.090268 | -1.232787 | 1.426421 | -1.022890 | -0.031841 | -0.781349 | -2.725850 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 2.046900 | -1.296332 | 0.843159 | -1.081965 | 2.046900 | -0.987958 | 0.703362 | -0.651708 | -1.942371 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 2.752795 | 0.907046 | -1.156027 | 2.752795 | -1.588323 | -0.172943 | -1.237761 | -1.871560 | -0.389576 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 1.944335 | -1.384000 | 0.942434 | -1.127073 | 1.944335 | -1.234406 | -0.041995 | -1.284249 | -2.774174 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 2.523447 | 0.792199 | -1.252886 | 2.523447 | -1.387498 | 0.600456 | -0.654345 | -0.515825 | -1.173722 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 1.788016 | 0.755793 | -1.103823 | 1.788016 | -2.418324 | 0.003681 | 0.216424 | -1.741921 | -0.863123 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Temporal Variability | 4.783657 | -2.409526 | 0.736594 | -0.341983 | 2.040585 | 4.783657 | 1.828216 | -0.616287 | 0.712795 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 35.114287 | 2.520451 | -1.478788 | 35.114287 | 13.089679 | 7.070816 | -1.016275 | 6.436342 | 3.494075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | inf | 287.575396 | 286.911736 | inf | inf | 4902.455769 | 4833.936494 | 15588.714319 | 14817.837842 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 35.544675 | 3.351013 | -1.613602 | 35.544675 | 13.156858 | 5.227305 | -0.666603 | -1.677501 | -0.144615 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 40.574441 | 2.548274 | -1.224910 | 40.574441 | 14.978163 | 9.192554 | -1.332518 | 0.752367 | -0.998587 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 33.000752 | 2.454154 | -1.535227 | 33.000752 | 11.692952 | 3.403326 | -0.578053 | -2.323177 | -0.695427 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | inf | 230.668766 | 230.600661 | inf | inf | 4675.670527 | 4677.092621 | 13513.785359 | 13521.347425 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 40.420895 | 2.884156 | -0.853211 | 40.420895 | 14.687116 | 5.634004 | -0.536559 | -3.555217 | 1.075224 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 38.205017 | -1.467867 | 2.137408 | 13.369770 | 38.205017 | -0.720023 | 7.725756 | -0.854409 | 2.378715 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 19.426531 | -1.424392 | 3.320151 | 6.677224 | 19.426531 | -0.407897 | 10.023338 | -0.410847 | -2.842674 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 25.970416 | -0.814207 | 1.881792 | 8.707590 | 25.970416 | -0.937232 | 3.496831 | -0.586471 | -1.725405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 34.530982 | 1.920307 | -1.075135 | 34.530982 | 12.241984 | 10.517593 | -0.717964 | -2.190238 | -0.668730 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Power | inf | 471.168304 | 471.114598 | inf | inf | 8213.948085 | 8299.947470 | 12342.161062 | 12960.001810 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Temporal Variability | 99.937511 | -0.602005 | 5.162098 | -0.455172 | 28.290392 | 99.937511 | 11.075726 | 2.822341 | 0.593574 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | inf | 300.384036 | 300.809746 | inf | inf | 6321.928563 | 6866.187058 | 5843.024545 | 5775.960710 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 42.275619 | -0.912428 | 2.619270 | 4.197247 | 42.275619 | 0.443935 | 8.270922 | 0.210536 | 7.072187 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 27.393948 | 27.372770 | 5.662802 | 27.393948 | 2.214933 | 13.435752 | -0.224105 | 6.143522 | 3.420316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 26.282395 | 2.353764 | 13.706034 | 1.401062 | 26.282395 | 0.020262 | 21.754018 | 0.281653 | 2.171336 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Power | inf | 204.172464 | 203.532012 | inf | inf | 3542.039125 | 3544.808249 | 6703.199117 | 6717.952184 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Shape | 12.445101 | 12.445101 | 1.511553 | 10.000358 | 0.884864 | 3.001465 | -0.188241 | 2.532462 | 0.873788 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Temporal Discontinuties | 7.819616 | 5.911707 | -0.173360 | 1.591482 | 0.205804 | 1.890882 | 0.044022 | 7.819616 | 1.791668 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 24.606922 | 2.748027 | 18.744486 | 1.393919 | 24.606922 | 1.451706 | 12.265063 | 0.173585 | 3.691267 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | inf | 77.451846 | 75.703221 | inf | inf | 4361.769564 | 4362.906607 | 4164.445811 | 4164.883072 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 19.430929 | 16.793431 | 3.623949 | 19.430929 | 0.599755 | 4.306763 | -0.327764 | 4.655079 | 2.444312 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | inf | 272.786077 | 272.408871 | inf | inf | 4275.498535 | 4393.034677 | 9865.150937 | 10570.190198 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 28.204823 | 4.183151 | 16.259003 | 0.729953 | 28.204823 | -0.921859 | 19.884265 | 0.311694 | 16.437369 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 25.074991 | 2.913290 | 19.308401 | 0.008705 | 25.074991 | -0.271731 | 19.868941 | 1.427899 | 17.057270 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 49.566001 | 2.982533 | 17.875835 | 0.488432 | 49.566001 | -0.132116 | 12.954750 | 1.170371 | 6.522118 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 32.342452 | 15.982097 | 3.837462 | 32.342452 | 4.219805 | 21.819631 | 0.086509 | 4.229758 | 0.500126 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Temporal Variability | 60.427010 | 6.674858 | 28.564584 | 0.917835 | 39.798567 | 59.482302 | 60.427010 | -0.219920 | 4.626099 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Power | 41.766232 | 20.370865 | 4.215028 | 41.766232 | 6.318411 | 16.663546 | 0.276986 | 1.993686 | 1.201566 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Shape | 14.216732 | 6.014736 | 14.216732 | 3.036200 | 8.309683 | 2.794969 | 2.789157 | 0.659363 | 9.850346 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Temporal Variability | 71.033119 | 19.528209 | 4.208333 | 20.432847 | 13.971097 | 71.033119 | 9.355148 | 1.354324 | -0.906205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | nn Shape | 13.468295 | -0.294671 | 13.468295 | -1.891158 | 9.963634 | -1.485854 | -0.654056 | -0.987745 | 0.799605 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 149 | N15 | RF_maintenance | ee Temporal Variability | 642.941269 | 57.653948 | 15.232816 | 23.964223 | 5.041713 | 642.941269 | 3.173349 | 42.851942 | 4.854781 |